{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "164198ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import csv\n",
    "import matplotlib.pyplot as plt\n",
    "import osmnx as ox\n",
    "import transbigdata as tbd\n",
    "import pandas as pd\n",
    "from leuvenmapmatching.matcher.distance import DistanceMatcher\n",
    "from leuvenmapmatching.map.inmem import InMemMap\n",
    "from leuvenmapmatching import visualization as mmviz\n",
    "import geopandas as gpd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ec3d75a",
   "metadata": {},
   "source": [
    "## 获取osm路网"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "642c3fbf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\38306\\AppData\\Local\\Temp\\ipykernel_6680\\1962375315.py:8: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edges['lon'] = edges.centroid.x\n",
      "C:\\Users\\38306\\AppData\\Local\\Temp\\ipykernel_6680\\1962375315.py:9: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edges['lat'] = edges.centroid.y\n"
     ]
    }
   ],
   "source": [
    "#根据一个点的坐标，获取半径为1500的OSM路网，半径随意选择\n",
    "center_point=(37.98009,23.735504)\n",
    "G=ox.graph.graph_from_point(center_point,dist=1500,simplify=True)\n",
    "\n",
    "\n",
    "#fig,ax = ox.plot_graph(G)\n",
    "nodes, edges = ox.graph_to_gdfs(G, nodes=True, edges=True)\n",
    "edges['lon'] = edges.centroid.x\n",
    "edges['lat'] = edges.centroid.y\n",
    "#转化投影坐标系\n",
    "G_p = ox.project_graph(G, to_crs=2416)\n",
    "nodes_p, edges_p = ox.graph_to_gdfs(G_p, nodes=True, edges=True)\n",
    "# 创建路网\n",
    "map_con = InMemMap(name='pNEUMA', use_latlon=False) # , use_rtree=True, index_edges=True)\n",
    "\n",
    "for node_id, row in nodes_p.iterrows():\n",
    "    map_con.add_node(node_id, (row['y'], row['x']))\n",
    "for node_id_1, node_id_2, _ in G_p.edges:\n",
    "    map_con.add_edge(node_id_1, node_id_2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdca9422",
   "metadata": {},
   "source": [
    "## 提取轨迹"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9175ff72",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 提取轨迹信息，轨迹文件为'trajectories.csv'\n",
    "data_raw = pd.read_csv('trajectories.csv')\n",
    "data = data_raw.to_numpy()\n",
    "\n",
    "result_list = []\n",
    "for row in data:\n",
    "    row_list = row[0].split(';')  # 用分号分割字符串\n",
    "    # 移除第三个和第四个元素\n",
    "    filtered_row = [row_list[i] for i in range(len(row_list)) if i not in []]\n",
    "    # 将每个元素转换为浮点数（如果可能的话）\n",
    "    float_row = []\n",
    "    for item in filtered_row:\n",
    "        try:\n",
    "            float_row.append(float(item))\n",
    "        except ValueError:\n",
    "            float_row.append(item)  # 如果无法转换为浮点数，则保持原样\n",
    "    result_list.append(float_row)\n",
    "    \n",
    "    \n",
    "# 去掉每个维度的最后一个元素\n",
    "#data = [sublist[:-1] for sublist in result_list]\n",
    "data = result_list\n",
    "data_four = [\n",
    "    [[data[i][0]]]+[[data[i][1]]] + [data[i][j:j+6] for j in range(2, len(data[i]), 6)]\n",
    "    for i in range(len(data))\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a51d2de",
   "metadata": {},
   "source": [
    "## 获取某条具体轨迹 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "50cf3a45",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\mini\\lib\\site-packages\\pyproj\\crs\\crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n"
     ]
    }
   ],
   "source": [
    "# 要获取的轨迹索引\n",
    "i = 5000\n",
    "# 提取经纬度\n",
    "lat = [data_four[i][j][0] for j in range(2, len(data_four[i]))]\n",
    "lon = [data_four[i][j][1] for j in range(2, len(data_four[i]))]\n",
    "# 将经度和纬度值写入CSV文件\n",
    "with open('coordinates.csv', 'w', newline='') as csvfile:\n",
    "    fieldnames = ['lat', 'lon']\n",
    "    writer = csv.DictWriter(csvfile, fieldnames=fieldnames)\n",
    "\n",
    "    writer.writeheader()\n",
    "    for i in range(len(lat)):\n",
    "        writer.writerow({'lat': lat[i], 'lon': lon[i]})\n",
    "        \n",
    "data = pd.read_csv('coordinates.csv')\n",
    "data['geometry'] = gpd.points_from_xy(data['lon'], data['lat'])\n",
    "data= gpd.GeoDataFrame(data)\n",
    "data.crs = {'init': 'epsg:4326'}\n",
    "data = data.to_crs(2416)\n",
    "path = list(zip(data.geometry.y, data.geometry.x))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4ad82ed",
   "metadata": {},
   "source": [
    "## 绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cc301fd5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Searching closeby nodes with linear search, use an index and set max_dist\n",
      "D:\\mini\\lib\\site-packages\\pyproj\\crs\\crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create mapmatcher\n",
    "matcher = DistanceMatcher(map_con,\n",
    "                          max_dist=500,\n",
    "                          max_dist_init=170,\n",
    "                          min_prob_norm=0.0001,\n",
    "                          non_emitting_length_factor=0.95,\n",
    "                          obs_noise=50,\n",
    "                          obs_noise_ne=50,\n",
    "                          dist_noise=50,\n",
    "                          max_lattice_width=20,\n",
    "                          non_emitting_states=True)\n",
    "# mapmatching\n",
    "states, _ = matcher.match(path, unique=False)\n",
    "# plot the result\n",
    "#mmviz.plot_map(map_con, matcher=matcher,show_labels=False, show_matching=True,show_graph=False,filename=None)\n",
    "\n",
    "#Obtain the path GeoDataFrame\n",
    "pathdf = pd.DataFrame(matcher.path_pred_onlynodes,columns = ['u'])\n",
    "pathdf['v'] = pathdf['u'].shift(-1)\n",
    "pathdf = pathdf[-pathdf['v'].isnull()]\n",
    "pathgdf = pd.merge(pathdf,edges_p.reset_index())\n",
    "pathgdf = gpd.GeoDataFrame(pathgdf)\n",
    "#pathgdf.plot()\n",
    "pathgdf.crs = {'init':'epsg:2416'}\n",
    "pathgdf_4326 = pathgdf.to_crs(4326)\n",
    "\n",
    "#Visualize with road network\n",
    "fig     = plt.figure(1,(12,12),dpi = 100)\n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "fig.tight_layout(rect = (0.05,0.1,1,0.9))\n",
    "#visualization bounds\n",
    "bounds = pathgdf_4326.unary_union.bounds\n",
    "gap = 0.003\n",
    "bounds = [bounds[0]-gap,bounds[1]-gap,bounds[2]+gap,bounds[3]+gap]\n",
    "#plot the matched path\n",
    "pathgdf_4326.plot(ax = ax,zorder = 1)\n",
    "#plot the road network geometry\n",
    "tbd.clean_outofbounds(edges,bounds,col = ['lon','lat']).plot(ax = ax,color = '#333',lw = 0.1)\n",
    "#plot the trajectory points\n",
    "#data.to_crs(4326).plot(ax = ax,color = 'r',markersize = 5,zorder = 2)\n",
    "\n",
    "plt.axis('off')\n",
    "plt.xlim(bounds[0],bounds[2])\n",
    "plt.ylim(bounds[1],bounds[3])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9e33db65",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
